{"id":"W2993506881","doi":"10.1093/ons/opz353","title":"Transesophageal Echocardiography-Guided Ventriculoatrial Shunt Insertion","year":2019,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Shunt (medical); Perioperative; Surgery; Catheter; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001579888,0.0002268699,0.0004972509,0.0002283953,0.0001151703,0.00003884194,0.00004926472,0.00006675277,0.0004083631],"category_scores_gemma":[0.0001135968,0.0001918363,0.0004850416,0.0005235484,0.00006973811,0.0001715768,0.00003476048,0.0002053755,0.0004100903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000456264,"about_ca_system_score_gemma":0.0001199551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001338355,"about_ca_topic_score_gemma":0.000001580305,"domain_scores_codex":[0.9983932,0.0001413796,0.0003441112,0.0004301597,0.0003765907,0.0003145204],"domain_scores_gemma":[0.9991707,0.0001498455,0.00003497899,0.0002978514,0.0001669274,0.000179719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001977139,0.000512243,0.8991107,0.000172828,0.0004155798,0.0009766861,0.0004418582,0.00003079747,0.07626641,0.00007049044,0.0111487,0.008876569],"study_design_scores_gemma":[0.00304568,0.0005710516,0.9788733,0.0000788945,0.0002023613,0.00009962766,0.0001034914,0.0002488524,0.01019646,0.00001841894,0.006252989,0.0003089019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924765,0.0005024915,0.00001657568,0.0004820375,0.001258654,0.0009405505,0.00003305716,0.000115498,0.004174617],"genre_scores_gemma":[0.9974005,0.0001150045,0.00003305641,0.0009137621,0.0003490925,0.00005342632,0.00002495753,0.0000325927,0.001077596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07976257,"threshold_uncertainty_score":0.7822857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064153451195126,"score_gpt":0.2893857989639718,"score_spread":0.2687442644520205,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}